Evidence map›Paper›PMID 41792549›Full record

ArticleBehavior research methods2026

Physiology of everyday sleep and physical activity: An exploratory mixed-methods study of multi-sensor wearables for infants and toddlers.

Emily Hunter, Niina Kolehmainen, Kianoush Nazarpour, Tim Rapley, Abigail Collins, Christopher Eggett, Craig Williams, Christopher Thornton

Abstract read
In one paragraph

Article in Behavior research methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Emily HunterNewcastle University Population Health Sciences Institute, Newcastle University, Newcastle Upon Tyne, UK. emily.hunter@newcastle.ac.uk.
Niina KolehmainenNewcastle University Population Health Sciences Institute, Newcastle University, Newcastle Upon Tyne, UK.
Kianoush NazarpourSchool of Informatics, The University of Edinburgh, Edinburgh, UK.
Tim RapleyDepartment of Social Work, Education and Community Wellbeing, Northumbria University, Newcastle Upon Tyne, UK.
Abigail CollinsNewcastle University Population Health Sciences Institute, Newcastle University, Newcastle Upon Tyne, UK.
Christopher EggettNewcastle University Population Health Sciences Institute, Newcastle University, Newcastle Upon Tyne, UK.
Craig WilliamsFaculty of Health and Life Sciences, Children's Health and Exercise Research Centre, University of Exeter, Exeter, UK.
Christopher ThorntonSchool of Computing, Engineering, and Digital Technologies, Teesside University, Middlesbrough, UK.

Funding

Engineering and Physical Sciences Research Council EP/W031493/1Engineering and Physical Sciences Research Council EP/Y028856/1National Institute for Health and Care Research NIHR302779National Institute for Health Research Applied Research Collaboration East of England NIHR200173Newcastle upon Tyne Hospitals NHS Charity NU-010133Wellcome TrustWellcome Trust Small Grant Scheme
6 · The paper itself

Abstract

Sleep and physical activity are vital to the health, development, and well-being of young children. To effectively promote these behaviours at the population level, better tools for objectively quantifying them are needed. This hypothesis-generating mixed-methods study explored the potential usability of two wearable sensors to measure physical activity and sleep in young children over multiple days, drawing on physiological measurements. A longitudinal within-case design was employed, in which families with children aged 4-36 months from the North East of England were recruited through playgroups and social networks. Parents and children tested two wearable devices in a structured play setting and at home over a period of 1 week. Data on sleep, movement, and heart rate were collected using the Bittium Faros 180 heart rate monitor and the NAPPA sleep monitoring system. Usability was assessed through researcher observations and parent feedback using ethnographic methods. Wear time, heart rate variability during naps, and ultradian respiration cycles during sleep were analysed. Seven children participated and completed the study. While parents were initially enthusiastic, usability challenges arose. The heart rate monitor was considered uncomfortable, its large size hindered activity, and electrodes were detached by parents and accidently, leading to significant data loss. The NAPPA was easier to use, discreet, and comfortable, but disrupted sleep routines. Additional challenges related to non-parental caregiving resulted in non-wear and/or data loss. These results indicate that wearable devices for young children hold potential but face significant design challenges for longitudinal home use at scale. Co-creation of child-friendly, practical hardware and software is essential for effective, large-scale health monitoring in young children.

Indexed as

ExerciseSleepWearable Electronic DevicesChild, PreschoolFemaleHeart RateHumansInfantLongitudinal StudiesMaleMonitoring, PhysiologicParentsBehaviourChildrenHuman factorsInfantsParentsPhysical activitySleepWearablesWearable technology

Identifiers

PMID41792549
PMCPMC12966248

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.